BAYSIS Selected Dataset Report

Dataset statistics

Number of variables	35
Number of observations	77
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	21.2 KiB
Average record size in memory	281.7 B

Variable types

CAT	19
NUM	13
BOOL	3

Warnings

`TempDist` has constant value "77"	Constant
`temporalGlobalLoc` has constant value "77"	Constant
`spatialGlobalLoc` has constant value "77"	Constant
`temporalInternalLoc` has constant value "77"	Constant
`spatialInternalLoc` has constant value "77"	Constant
`AUrs2` has constant value "77"	Constant
`Alkoh` has constant value "77"	Constant
`Bes2` has constant value "77"	Constant
`Zust2` has constant value "77"	Constant
`StrklVu` has constant value "77"	Constant
`Lich2` is highly correlated with `Lich1`	High correlation
`Lich1` is highly correlated with `Lich2`	High correlation
`Month` is highly correlated with `df_index`	High correlation
`df_index` is highly correlated with `Month`	High correlation
`Lich2` is highly correlated with `Lich1`	High correlation
`Lich1` is highly correlated with `Lich2`	High correlation
`df_index` has unique values	Unique
`Strasse` has 17 (22.1%) zeros	Zeros
`UArt1` has 2 (2.6%) zeros	Zeros
`Fstf` has 5 (6.5%) zeros	Zeros
`Month` has 3 (3.9%) zeros	Zeros

Reproduction

Analysis started	2020-10-21 16:54:56.174892
Analysis finished	2020-10-21 16:56:10.107515
Duration	1 minute and 13.93 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

df_index
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	77
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	940.3376623
Minimum	9
Maximum	1826
Zeros	0
Zeros (%)	0.0%
Memory size	616.0 B

Quantile statistics

Minimum	9
5-th percentile	152
Q1	545
median	955
Q3	1354
95-th percentile	1683.6
Maximum	1826
Range	1817
Interquartile range (IQR)	809

Descriptive statistics

Standard deviation	508.087529
Coefficient of variation (CV)	0.540324555
Kurtosis	-1.130909118
Mean	940.3376623
Median Absolute Deviation (MAD)	410
Skewness	-0.046207369
Sum	72406
Variance	258152.9371
Monotocity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1248	1	1.3%
559	1	1.3%
1319	1	1.3%
1577	1	1.3%
554	1	1.3%
683	1	1.3%
1085	1	1.3%
1632	1	1.3%
302	1	1.3%
304	1	1.3%
Other values (67)	67	87.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
9	1	1.3%
57	1	1.3%
77	1	1.3%
148	1	1.3%
153	1	1.3%

Value	Count	Frequency (%)
1826	1	1.3%
1802	1	1.3%
1761	1	1.3%
1694	1	1.3%
1681	1	1.3%

TempExMax
Real number (ℝ_≥0)

Distinct	60
Distinct (%)	77.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	197.2597403
Minimum	12
Maximum	1323
Zeros	0
Zeros (%)	0.0%
Memory size	616.0 B

Quantile statistics

Minimum	12
5-th percentile	30
Q1	75
median	144
Q3	234
95-th percentile	601.2
Maximum	1323
Range	1311
Interquartile range (IQR)	159

Descriptive statistics

Standard deviation	227.1430342
Coefficient of variation (CV)	1.151492108
Kurtosis	13.42688182
Mean	197.2597403
Median Absolute Deviation (MAD)	72
Skewness	3.387845686
Sum	15189
Variance	51593.95796
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
162	3	3.9%
150	3	3.9%
129	2	2.6%
99	2	2.6%
42	2	2.6%
69	2	2.6%
72	2	2.6%
75	2	2.6%
36	2	2.6%
30	2	2.6%
Other values (50)	55	71.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
12	1	1.3%
15	1	1.3%
18	1	1.3%
30	2	2.6%
36	2	2.6%

Value	Count	Frequency (%)
1323	1	1.3%
1257	1	1.3%
813	1	1.3%
654	1	1.3%
588	1	1.3%

SpatExMax
Real number (ℝ_≥0)

Distinct	76
Distinct (%)	98.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	9714.194805
Minimum	1194
Maximum	37965
Zeros	0
Zeros (%)	0.0%
Memory size	616.0 B

Quantile statistics

Minimum	1194
5-th percentile	2004
Q1	3957
median	7621
Q3	12907
95-th percentile	28523
Maximum	37965
Range	36771
Interquartile range (IQR)	8950

Descriptive statistics

Standard deviation	7763.878204
Coefficient of variation (CV)	0.7992302357
Kurtosis	2.455980489
Mean	9714.194805
Median Absolute Deviation (MAD)	4032
Skewness	1.557680426
Sum	747993
Variance	60277804.76
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11023	2	2.6%
4124	1	1.3%
22187	1	1.3%
6048	1	1.3%
3244	1	1.3%
9123	1	1.3%
17069	1	1.3%
9875	1	1.3%
1194	1	1.3%
7852	1	1.3%
Other values (66)	66	85.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1194	1	1.3%
1280	1	1.3%
1669	1	1.3%
1948	1	1.3%
2018	1	1.3%

Value	Count	Frequency (%)
37965	1	1.3%
32339	1	1.3%
28799	1	1.3%
28547	1	1.3%
28517	1	1.3%

TempDist
Boolean

CONSTANT
REJECTED

Distinct	1
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	616.0 B

0	77

Common Values
Chart

Value	Count	Frequency (%)
0	77	100.0%

SpatDist
Real number (ℝ_≥0)

Distinct	67
Distinct (%)	87.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	372.8961039
Minimum	18
Maximum	897
Zeros	0
Zeros (%)	0.0%
Memory size	616.0 B

Quantile statistics

Minimum	18
5-th percentile	50
Q1	158
median	290
Q3	610
95-th percentile	768.4
Maximum	897
Range	879
Interquartile range (IQR)	452

Descriptive statistics

Standard deviation	255.5725041
Coefficient of variation (CV)	0.6853718809
Kurtosis	-1.136785453
Mean	372.8961039
Median Absolute Deviation (MAD)	178
Skewness	0.4400535622
Sum	28713
Variance	65317.30485
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
250	5	6.5%
750	3	3.9%
252	2	2.6%
112	2	2.6%
718	2	2.6%
50	2	2.6%
638	1	1.3%
583	1	1.3%
158	1	1.3%
161	1	1.3%
Other values (57)	57	74.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
18	1	1.3%
21	1	1.3%
22	1	1.3%
50	2	2.6%
60	1	1.3%

Value	Count	Frequency (%)
897	1	1.3%
880	1	1.3%
870	1	1.3%
770	1	1.3%
768	1	1.3%

Coverage
Real number (ℝ_≥0)

Distinct	51
Distinct (%)	66.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	43.03896104
Minimum	8
Maximum	100
Zeros	0
Zeros (%)	0.0%
Memory size	616.0 B

Quantile statistics

Minimum	8
5-th percentile	14.6
Q1	25
median	39
Q3	55
95-th percentile	84.4
Maximum	100
Range	92
Interquartile range (IQR)	30

Descriptive statistics

Standard deviation	21.70886404
Coefficient of variation (CV)	0.5044002809
Kurtosis	-0.06765055137
Mean	43.03896104
Median Absolute Deviation (MAD)	15
Skewness	0.6461080903
Sum	3314
Variance	471.2747779
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
48	4	5.2%
36	3	3.9%
51	3	3.9%
21	3	3.9%
39	2	2.6%
30	2	2.6%
33	2	2.6%
35	2	2.6%
38	2	2.6%
40	2	2.6%
Other values (41)	52	67.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
8	1	1.3%
9	1	1.3%
10	1	1.3%
13	1	1.3%
15	1	1.3%

Value	Count	Frequency (%)
100	1	1.3%
96	1	1.3%
90	1	1.3%
86	1	1.3%
84	2	2.6%

temporalGlobalLoc
Categorical

CONSTANT
REJECTED

Distinct	1
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	616.0 B

3	77

Frequencies
Length

Value	Count	Frequency (%)
3	77	100.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

spatialGlobalLoc
Boolean

CONSTANT
REJECTED

Distinct	1
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	616.0 B

0	77

Common Values
Chart

Value	Count	Frequency (%)
0	77	100.0%

temporalInternalLoc
Categorical

CONSTANT
REJECTED

Distinct	1
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	616.0 B

-1	77

Frequencies
Length

Value	Count	Frequency (%)
-1	77	100.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	2
Min length	2

spatialInternalLoc
Categorical

CONSTANT
REJECTED

Distinct	1
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	616.0 B

-1	77

Frequencies
Length

Value	Count	Frequency (%)
-1	77	100.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	2
Min length	2

TimeLossCar
Real number (ℝ_≥0)

Distinct	76
Distinct (%)	98.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1526.064935
Minimum	1005
Maximum	1997
Zeros	0
Zeros (%)	0.0%
Memory size	616.0 B

Quantile statistics

Minimum	1005
5-th percentile	1051.4
Q1	1275
median	1531
Q3	1758
95-th percentile	1944.6
Maximum	1997
Range	992
Interquartile range (IQR)	483

Descriptive statistics

Standard deviation	287.9646971
Coefficient of variation (CV)	0.1886975387
Kurtosis	-1.097053336
Mean	1526.064935
Median Absolute Deviation (MAD)	238
Skewness	-0.1992071461
Sum	117507
Variance	82923.66678
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1758	2	2.6%
1966	1	1.3%
1572	1	1.3%
1516	1	1.3%
1337	1	1.3%
1833	1	1.3%
1067	1	1.3%
1546	1	1.3%
1618	1	1.3%
1789	1	1.3%
Other values (66)	66	85.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1005	1	1.3%
1012	1	1.3%
1013	1	1.3%
1025	1	1.3%
1058	1	1.3%

Value	Count	Frequency (%)
1997	1	1.3%
1981	1	1.3%
1966	1	1.3%
1947	1	1.3%
1944	1	1.3%

TimeLossHGV
Real number (ℝ_≥0)

Distinct	72
Distinct (%)	93.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	748.2337662
Minimum	502
Maximum	992
Zeros	0
Zeros (%)	0.0%
Memory size	616.0 B

Quantile statistics

Minimum	502
5-th percentile	518.4
Q1	624
median	732
Q3	879
95-th percentile	980.2
Maximum	992
Range	490
Interquartile range (IQR)	255

Descriptive statistics

Standard deviation	149.0740628
Coefficient of variation (CV)	0.1992346103
Kurtosis	-1.217659977
Mean	748.2337662
Median Absolute Deviation (MAD)	134
Skewness	0.0671225026
Sum	57614
Variance	22223.07621
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
577	2	2.6%
633	2	2.6%
992	2	2.6%
729	2	2.6%
697	2	2.6%
568	1	1.3%
823	1	1.3%
694	1	1.3%
565	1	1.3%
927	1	1.3%
Other values (62)	62	80.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
502	1	1.3%
509	1	1.3%
510	1	1.3%
516	1	1.3%
519	1	1.3%

Value	Count	Frequency (%)
992	2	2.6%
990	1	1.3%
989	1	1.3%
978	1	1.3%
970	1	1.3%

Strasse
Real number (ℝ_≥0)

ZEROS

Distinct	10
Distinct (%)	13.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.636363636
Minimum	0
Maximum	9
Zeros	17
Zeros (%)	22.1%
Memory size	616.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	2
Q3	3
95-th percentile	7.2
Maximum	9
Range	9
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	2.282133644
Coefficient of variation (CV)	0.8656368996
Kurtosis	0.7206721462
Mean	2.636363636
Median Absolute Deviation (MAD)	1
Skewness	1.035979807
Sum	203
Variance	5.208133971
Monotocity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2	29	37.7%
0	17	22.1%
3	10	13.0%
5	6	7.8%
4	4	5.2%
7	3	3.9%
9	2	2.6%
8	2	2.6%
6	2	2.6%
1	2	2.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17	22.1%
1	2	2.6%
2	29	37.7%
3	10	13.0%
4	4	5.2%

Value	Count	Frequency (%)
9	2	2.6%
8	2	2.6%
7	3	3.9%
6	2	2.6%
5	6	7.8%

Kat
Categorical

Distinct	3
Distinct (%)	3.9%
Missing	0
Missing (%)	0.0%
Memory size	616.0 B

7	45
3	28
2	4

Frequencies
Length

Value	Count	Frequency (%)
7	45	58.4%
3	28	36.4%
2	4	5.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Typ
Categorical

Distinct	4
Distinct (%)	5.2%
Missing	0
Missing (%)	0.0%
Memory size	616.0 B

6	54
1	13
7	5
3	5

Frequencies
Length

Value	Count	Frequency (%)
6	54	70.1%
1	13	16.9%
7	5	6.5%
3	5	6.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Betei
Real number (ℝ_≥0)

Distinct	5
Distinct (%)	6.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.168831169
Minimum	1
Maximum	7
Zeros	0
Zeros (%)	0.0%
Memory size	616.0 B

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	2
Q3	2
95-th percentile	3.2
Maximum	7
Range	6
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.8944654005
Coefficient of variation (CV)	0.4124181787
Kurtosis	10.39394032
Mean	2.168831169
Median Absolute Deviation (MAD)	0
Skewness	2.262028557
Sum	167
Variance	0.8000683527
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
2	47	61.0%
3	14	18.2%
1	12	15.6%
4	3	3.9%
7	1	1.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	12	15.6%
2	47	61.0%
3	14	18.2%
4	3	3.9%
7	1	1.3%

Value	Count	Frequency (%)
7	1	1.3%
4	3	3.9%
3	14	18.2%
2	47	61.0%
1	12	15.6%

UArt1
Real number (ℝ_≥0)

ZEROS

Distinct	7
Distinct (%)	9.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.584415584
Minimum	0
Maximum	9
Zeros	2
Zeros (%)	2.6%
Memory size	616.0 B

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	3
Q3	5
95-th percentile	8
Maximum	9
Range	9
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.467422741
Coefficient of variation (CV)	0.688375185
Kurtosis	-0.1164947079
Mean	3.584415584
Median Absolute Deviation (MAD)	1
Skewness	1.126233946
Sum	276
Variance	6.088174983
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
2	31	40.3%
3	21	27.3%
8	12	15.6%
5	5	6.5%
9	3	3.9%
1	3	3.9%
0	2	2.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2	2.6%
1	3	3.9%
2	31	40.3%
3	21	27.3%
5	5	6.5%

Value	Count	Frequency (%)
9	3	3.9%
8	12	15.6%
5	5	6.5%
3	21	27.3%
2	31	40.3%

UArt2
Categorical

Distinct	3
Distinct (%)	3.9%
Missing	0
Missing (%)	0.0%
Memory size	616.0 B

-1	69
3	5
9	3

Frequencies
Length

Value	Count	Frequency (%)
-1	69	89.6%
3	5	6.5%
9	3	3.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.896103896
Min length	1

AUrs1
Categorical

Distinct	2
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Memory size	616.0 B

0	71
73	6

Frequencies
Length

Value	Count	Frequency (%)
0	71	92.2%
73	6	7.8%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	1
Mean length	1.077922078
Min length	1

AUrs2
Boolean

CONSTANT
REJECTED

Distinct	1
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	616.0 B

0	77

Common Values
Chart

Value	Count	Frequency (%)
0	77	100.0%

AufHi
Categorical

Distinct	4
Distinct (%)	5.2%
Missing	0
Missing (%)	0.0%
Memory size	616.0 B

-1	59
3	12
4	4
5	2

Frequencies
Length

Value	Count	Frequency (%)
-1	59	76.6%
3	12	15.6%
4	4	5.2%
5	2	2.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.766233766
Min length	1

Alkoh
Categorical

CONSTANT
REJECTED

Distinct	1
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	616.0 B

-1	77

Frequencies
Length

Value	Count	Frequency (%)
-1	77	100.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Char1
Categorical

Distinct	3
Distinct (%)	3.9%
Missing	0
Missing (%)	0.0%
Memory size	616.0 B

-1	72
4	3
5	2

Frequencies
Length

Value	Count	Frequency (%)
-1	72	93.5%
4	3	3.9%
5	2	2.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.935064935
Min length	1

Char2
Categorical

Distinct	2
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Memory size	616.0 B

-1	75
6	2

Frequencies
Length

Value	Count	Frequency (%)
-1	75	97.4%
6	2	2.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.974025974
Min length	1

Bes1
Categorical

Distinct	2
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Memory size	616.0 B

-1	57
6	20

Frequencies
Length

Value	Count	Frequency (%)
-1	57	74.0%
6	20	26.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.74025974
Min length	1

Bes2
Categorical

CONSTANT
REJECTED

Distinct	1
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	616.0 B

-1	77

Frequencies
Length

Value	Count	Frequency (%)
-1	77	100.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Lich1
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	3
Distinct (%)	3.9%
Missing	0
Missing (%)	0.0%
Memory size	616.0 B

0	62
2	14
-1	1

Frequencies
Length

Value	Count	Frequency (%)
0	62	80.5%
2	14	18.2%
-1	1	1.3%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	1.3%

Histogram of lengths of the category

Length

Max length	2
Median length	1
Mean length	1.012987013
Min length	1

Lich2
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Memory size	616.0 B

-1	63
4	14

Frequencies
Length

Value	Count	Frequency (%)
-1	63	81.8%
4	14	18.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.818181818
Min length	1

Zust1
Categorical

Distinct	4
Distinct (%)	5.2%
Missing	0
Missing (%)	0.0%
Memory size	616.0 B

0	61
1	14
-1	1
2	1

Frequencies
Length

Value	Count	Frequency (%)
0	61	79.2%
1	14	18.2%
-1	1	1.3%
2	1	1.3%

Frequencies of value counts

Unique

Unique	2 ?
Unique (%)	2.6%

Histogram of lengths of the category

Length

Max length	2
Median length	1
Mean length	1.012987013
Min length	1

Zust2
Categorical

CONSTANT
REJECTED

Distinct	1
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	616.0 B

-1	77

Frequencies
Length

Value	Count	Frequency (%)
-1	77	100.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Fstf
Real number (ℝ_≥0)

ZEROS

Distinct	6
Distinct (%)	7.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.103896104
Minimum	0
Maximum	5
Zeros	5
Zeros (%)	6.5%
Memory size	616.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	3
95-th percentile	5
Maximum	5
Range	5
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.438058043
Coefficient of variation (CV)	0.6835214157
Kurtosis	-0.1401869823
Mean	2.103896104
Median Absolute Deviation (MAD)	1
Skewness	0.8763493853
Sum	162
Variance	2.068010936
Monotocity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
2	26	33.8%
1	26	33.8%
5	10	13.0%
3	6	7.8%
0	5	6.5%
4	4	5.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5	6.5%
1	26	33.8%
2	26	33.8%
3	6	7.8%
4	4	5.2%

Value	Count	Frequency (%)
5	10	13.0%
4	4	5.2%
3	6	7.8%
2	26	33.8%
1	26	33.8%

StrklVu
Categorical

CONSTANT
REJECTED

Distinct	1
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	616.0 B

A	77

Frequencies
Length

Value	Count	Frequency (%)
A	77	100.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

WoTag
Real number (ℝ_≥0)

Distinct	7
Distinct (%)	9.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4.025974026
Minimum	1
Maximum	7
Zeros	0
Zeros (%)	0.0%
Memory size	616.0 B

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	4
Q3	5
95-th percentile	7
Maximum	7
Range	6
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.708908747
Coefficient of variation (CV)	0.4244708822
Kurtosis	-1.029456295
Mean	4.025974026
Median Absolute Deviation (MAD)	1
Skewness	-0.008921683454
Sum	310
Variance	2.920369105
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
3	15	19.5%
6	14	18.2%
5	13	16.9%
4	13	16.9%
2	12	15.6%
7	5	6.5%
1	5	6.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	5	6.5%
2	12	15.6%
3	15	19.5%
4	13	16.9%
5	13	16.9%

Value	Count	Frequency (%)
7	5	6.5%
6	14	18.2%
5	13	16.9%
4	13	16.9%
3	15	19.5%

FeiTag
Categorical

Distinct	2
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Memory size	616.0 B

-1	73
1	4

Frequencies
Length

Value	Count	Frequency (%)
-1	73	94.8%
1	4	5.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.948051948
Min length	1

Month
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	12
Distinct (%)	15.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.896103896
Minimum	0
Maximum	11
Zeros	3
Zeros (%)	3.9%
Memory size	616.0 B

Quantile statistics

Minimum	0
5-th percentile	1
Q1	4
median	6
Q3	8
95-th percentile	10
Maximum	11
Range	11
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.971728257
Coefficient of variation (CV)	0.5040155854
Kurtosis	-0.8539557511
Mean	5.896103896
Median Absolute Deviation (MAD)	2
Skewness	-0.2392093973
Sum	454
Variance	8.831168831
Monotocity	Increasing

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
6	10	13.0%
8	9	11.7%
7	9	11.7%
9	8	10.4%
5	7	9.1%
4	7	9.1%
10	6	7.8%
2	6	7.8%
3	5	6.5%
1	4	5.2%
Other values (2)	6	7.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3	3.9%
1	4	5.2%
2	6	7.8%
3	5	6.5%
4	7	9.1%

Value	Count	Frequency (%)
11	3	3.9%
10	6	7.8%
9	8	10.4%
8	9	11.7%
7	9	11.7%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Count
Matrix

First rows

	df_index	TempExMax	SpatExMax	SpatDist	Coverage	temporalGlobalLoc	temporalInternalLoc	spatialInternalLoc	TimeLossCar	TimeLossHGV	Strasse	Kat	Typ	Betei	UArt1	UArt2	AufHi	Alkoh	Char1	Char2	Bes1	Bes2	Lich1	Lich2	Zust1	Zust2	Fstf	StrklVu	WoTag	FeiTag	Month
0	9	105	9941	112	26	3	-1	-1	1557	641	0	3	6	3	2	-1	-1	-1	-1	-1	-1	-1	2	4	1	-1	0	A	6	-1	0
1	57	39	1948	711	23	3	-1	-1	1235	667	1	7	7	2	0	-1	-1	-1	-1	-1	-1	-1	0	-1	2	-1	0	A	4	-1	0
2	77	75	2629	726	84	3	-1	-1	1648	624	2	7	6	2	3	-1	-1	-1	-1	-1	-1	-1	2	4	0	-1	1	A	5	-1	0
3	148	219	16582	184	24	3	-1	-1	1012	989	0	7	3	2	9	3	3	-1	-1	-1	-1	-1	0	-1	0	-1	1	A	7	-1	1
4	153	18	1280	161	52	3	-1	-1	1997	990	3	7	6	2	2	-1	-1	-1	-1	-1	-1	-1	0	-1	0	-1	1	A	4	-1	1
5	188	72	2351	250	46	3	-1	-1	1120	588	3	7	6	2	2	-1	-1	-1	-1	-1	-1	-1	0	-1	0	-1	2	A	3	-1	1
6	193	150	11023	502	48	3	-1	-1	1758	897	4	3	6	3	2	-1	-1	-1	-1	-1	-1	-1	0	-1	0	-1	2	A	6	-1	1
7	232	36	3475	610	48	3	-1	-1	1807	978	0	7	6	2	3	-1	-1	-1	4	-1	6	-1	0	-1	0	-1	3	A	3	-1	2
8	242	348	11023	228	24	3	-1	-1	1775	516	0	7	1	1	8	-1	3	-1	5	6	-1	-1	0	-1	1	-1	4	A	6	-1	2
9	302	99	2746	96	54	3	-1	-1	1302	788	3	3	6	4	2	-1	-1	-1	-1	-1	-1	-1	0	-1	0	-1	2	A	3	-1	2

Last rows

	df_index	TempExMax	SpatExMax	SpatDist	Coverage	temporalGlobalLoc	temporalInternalLoc	spatialInternalLoc	TimeLossCar	TimeLossHGV	Strasse	Kat	Typ	Betei	UArt1	UArt2	AufHi	Alkoh	Char1	Char2	Bes1	Bes2	Lich1	Lich2	Zust1	Zust2	Fstf	StrklVu	WoTag	FeiTag	Month
67	1577	90	3445	50	30	3	-1	-1	1789	901	0	7	6	2	3	-1	-1	-1	-1	-1	-1	-1	2	4	0	-1	5	A	5	-1	9
68	1632	126	7621	143	36	3	-1	-1	1734	502	2	3	6	4	2	-1	-1	-1	-1	-1	-1	-1	0	-1	0	-1	5	A	4	-1	10
69	1650	243	13930	341	27	3	-1	-1	1717	934	5	7	1	2	8	-1	4	-1	-1	-1	6	-1	2	4	0	-1	2	A	2	-1	10
70	1659	1323	6446	252	72	3	-1	-1	1841	967	2	7	6	2	3	-1	-1	-1	-1	-1	6	-1	2	4	0	-1	1	A	5	-1	10
71	1660	129	13484	193	30	3	-1	-1	1462	970	2	3	6	3	2	-1	-1	-1	-1	-1	-1	-1	2	4	0	-1	1	A	5	-1	10
72	1681	144	15029	250	63	3	-1	-1	1081	519	0	3	6	7	2	3	-1	-1	-1	-1	-1	-1	2	4	1	-1	0	A	2	-1	10
73	1694	234	4747	495	61	3	-1	-1	1711	866	0	7	6	2	3	-1	-1	-1	-1	-1	-1	-1	2	4	1	-1	1	A	3	-1	10
74	1761	63	4635	290	23	3	-1	-1	1710	703	2	7	6	2	3	-1	-1	-1	-1	-1	6	-1	0	-1	1	-1	2	A	2	-1	11
75	1802	141	3744	548	66	3	-1	-1	1437	539	6	7	6	2	2	-1	-1	-1	-1	-1	-1	-1	2	4	0	-1	1	A	2	-1	11
76	1826	87	17069	310	21	3	-1	-1	1275	879	2	3	6	2	2	-1	-1	-1	-1	-1	-1	-1	0	-1	0	-1	1	A	7	-1	11

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows